 
All experiments was conducted on one of the following datasets: mnist [1]}, fashionmnist [2]} and celeba [3]}. For training and testing the default splits were used. For validation, we sampled 5000 data points randomly from the training sets. All images were normalized to be in the \([0,1]\)  range and for the celeba dataset the images were resized to \(64 \times 64\)  additionally.
